SIMD 2020 new plots
Intro
Look at some variables that usually get ignored
###Packages
library(tidyverse)
library(ggthemes)
library(readxl)
library(janitor)
library(data.table)
library(scales)Data
From the SG SIMD2020 webpage
simd <- read_excel("raw_data/SIMD_2020_Datazone_lookup_tool.xlsx", sheet = 3)simd %>%
select(IZname, LAname,SIMD2020_Access_Domain_Rank,
SIMD2020_Crime_Domain_Rank,SIMD2020_Decile,
SIMD2020_Income_Domain_Rank, SIMD2020_Employment_Domain_Rank,
SIMD2020_Education_Domain_Rank, SIMD2020_Health_Domain_Rank,
SIMD2020_Housing_Domain_Rank, SIMD2020_Income_Domain_Rank) %>%
rename(Access = SIMD2020_Access_Domain_Rank,
Crime = SIMD2020_Crime_Domain_Rank,
Decile = SIMD2020_Decile,
Income = SIMD2020_Income_Domain_Rank,
Employment = SIMD2020_Employment_Domain_Rank,
Education = SIMD2020_Education_Domain_Rank,
Health = SIMD2020_Health_Domain_Rank,
Housing = SIMD2020_Housing_Domain_Rank,
Income = SIMD2020_Income_Domain_Rank) %>%
tidyr::gather(key = "metric", value = "rank",-c(IZname,LAname, Decile)) -> ranked
ranked <- ranked %>%
mutate(rescaled_rank = rescale(rank))Plot
ranked %>%
ggplot(aes(metric,y = rescaled_rank)) +
geom_point(aes(colour = Decile), position = position_jitter(),alpha = 0.4) +
scale_colour_viridis_c(option = "plasma") +
facet_wrap(~ LAname, ncol = 6) +
theme_minimal() +
ggExtra::rotateTextX() +
theme(legend.position = "bottom",
axis.text.y = element_blank()) +
labs(title = "SIMD domain variables by IZname",
subtitle = " grouped by Local Authority",
x = "Domain name",
y = "",
fill = "SIMD decile",
caption = "Data from https://www.gov.scot/publications/scottish-index-of-multiple-deprivation-2020-data-zone-look-up/") 
ggsave("plots/simd_domain_plot.png", width = 20, height = 18)Session Info
devtools::session_info()## - Session info ----------------------------------------------------------
## setting value
## version R version 3.6.2 (2019-12-12)
## os Windows 10 x64
## system x86_64, mingw32
## ui RTerm
## language (EN)
## collate English_United Kingdom.1252
## ctype English_United Kingdom.1252
## tz Europe/London
## date 2020-01-28
##
## - Packages --------------------------------------------------------------
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##
## D -- DLL MD5 mismatch, broken installation.